benefits access

Stories from people dealing with benefits access — what changed, who decided it, and what the ordinary days look like now.

1 story

A notebook beside a computer showing marks for corrections to chatbot benefit intakes.

Work

The Benefits Chatbot Added 11 Hours to Her Casework

An Arizona caseworker was hired to help families apply for benefits. An English-first chatbot turned her into the person who repaired its Spanish intake summaries.

Mara Quinn · November 6, 2026 · 8 min

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